library(tidyverse)
library(janitor)
library(here)
library(readxl)
library(lubridate)
library(stringr)
source("data_cleaning_scripts/bb_candy_clean_2015.R")
Warning: NAs introduced by coercion
dim(bb_candy_2015)
[1] 5630 124
pivot_2015_test <- bb_candy_2015 %>%
pivot_longer(cols = ("[Butterfinger]":"[York Peppermint Patties]"),
names_to = "sweets",
values_to = "enjoyment")
pivot_select_2015_test <- pivot_2015_test %>%
select(Timestamp, `How old are you?`, `Are you going actually going trick or treating yourself?`, sweets, enjoyment)
dim(pivot_2015_test)
[1] 523590 33
Clean up bb_candy_2015
Clean up bb_candy_2016
bb_candy_2016_string_to_lower <- bb_candy_2016_date %>%
mutate(country = str_to_lower(country))
bb_candy_2016_str_replace_test <- bb_candy_2016_string_to_lower %>%
mutate(country = str_replace_all(country, "us", "usa"),
country = str_replace_all(country, "usaa", "usa"),
country = str_replace_all(country, "united states of america", "usa"),
country = str_replace_all(country, "merica", "usa"),
country = str_replace_all(country, "usa!", "usa"),
country = str_replace_all(country, "u.s.", "usa"),
country = str_replace_all(country, "usa usa usa", "usa"),
country = str_replace_all(country, "united sates", "usa"),
country = str_replace_all(country, "units states", "usa"),
country = str_replace_all(country, "usa usa", "usa"),
country = str_replace_all(country, "the yoo ess of aaayyyyyy", "usa"),
country = str_replace_all(country, "murica", "usa"),
country = str_replace_all(country, "the best one - usa", "usa"),
country = str_replace_all(country, "trumpistan", "usa"),
country = str_replace_all(country, "units state", "usa"),
country = str_replace_all(country, "united states", "usa"),
country = str_replace_all(country, "united state", "usa"),
country = str_replace_all(country, "united stetes", "usa"),
country = str_replace_all(country, "usa!!!!!", "usa"),
country = str_replace_all(country, "usaa.", "usa"),
country = str_replace_all(country, "usasa", "usa"),
country = str_replace_all(country, "usa \\((i think but it's an election year so who can really tell\\))", "usa"),
country = str_replace_all(country, "cascadia", "usa"),
country = str_replace_all(country, "NANA\\..+NA", "usa"),
country = str_replace_all(country, "the republic of cascadia", "usa"),
country = str_replace_all(country, "[0-9]", "NA"),
country = str_replace_all(country, "united kingdom", "uk"),
country = str_replace_all(country, "united kindon", "uk"),
country = str_replace_all(country, "united kingdon", "uk"),
country = str_replace_all(country, "united kindom", "uk"),
country = str_replace_all(country, "england", "uk")
)
bb_candy_2016_country_count_test <- bb_candy_2016_str_replace_test %>%
distinct(country) %>%
summarise(n())
bb_candy_2016_country_count_test
distinct_country_remove <- bb_candy_2016_str_replace_test %>%
distinct(country)
view(distinct_country_remove)
Clean up bb_candy_2017
Clean countries test
bb_candy_2017_str_to_lower <- bb_candy_2017_select %>%
mutate(country = str_to_lower(country))
bb_candy_2017_str_replace_test7 <- bb_candy_2017_str_to_lower %>%
mutate(change_to_na = str_detect(country, "[0-9]"), .after = country) %>%
mutate(country = ifelse(change_to_na, NA, country))
bb_candy_2017_str_replace_test_usa <- bb_candy_2017_str_replace_test7 %>%
mutate(country = str_remove_all(country, "[:punct:]"),
country = str_replace_all(country, ".*usa.*", "usa"),
country = str_replace_all(country, "united s.*", "usa"),
country = str_replace_all(country, "unites.*", "usa"),
country = str_replace_all(country, "unied states", "usa"),
country = str_replace_all(country, "unite states", "usa"),
country = str_replace_all(country, ".merica", "usa"),
country = str_replace_all(country, ".*usa", "usa"),
country = str_replace_all(country, "u s.*", "usa"),
country = str_replace_all(country, "^us$", "usa"),
country = str_replace_all(country, "unhinged states", "usa"),
country = str_replace_all(country, "ahemamerca", "usa"),
country = str_replace_all(country, "u s a", "usa"),
country = str_replace_all(country, ".usa", "usa"),
country = str_replace_all(country, "murica", "usa"),
country = str_replace_all(country, "new york", "usa"),
country = str_replace_all(country, "new jersey", "usa"),
country = str_replace_all(country, "california", "usa"),
country = str_replace_all(country, "north carolina", "usa"),
country = str_replace_all(country, "pittsburgh", "usa"),
country = str_replace_all(country, "murrika", "usa"),
country = str_replace_all(country, "murica", "usa"),
country = str_replace_all(country, "nusa", "usa"),
country = str_replace_all(country, "alaska", "usa"),
country = str_replace_all(country, "trumpistan", "usa"),
country = str_replace_all(country, "merica", "usa")
)
bb_candy_2017_str_replace_test_canada2 <- bb_candy_2017_str_replace_test_usa %>%
mutate(country = str_replace_all(country, "canada`", "canada"),
country = str_replace_all(country, "can.*", "canada"),
country = str_replace_all(country, "soviet canuckistan", "canada"),
country = str_replace_all(country, "soviet canada", "canada"))
bb_candy_2017_str_replace_uk <- bb_candy_2017_str_replace_test_canada2 %>%
mutate(country = str_replace_all(country, "united kingdom", "uk"),
country = str_replace_all(country, "scotland", "uk"),
country = str_replace_all(country, "england", "uk")
)
bb_candy_2017_str_to_lower_new <- bb_candy_2017_str_replace_uk %>%
group_by(country) %>%
distinct() %>%
summarise(n())
bb_candy_2017_str_to_lower_og1 <- bb_candy_2017_str_to_lower %>%
group_by(country) %>%
distinct() %>%
summarise(n())
view(bb_candy_2017_str_to_lower_new)
view(bb_candy_2017_str_to_lower_og1)
view(bb_candy_2017_distinct_country)
view(bb_candy_2017_str_to_lower_og)
---
title: "Task 4 - Cleaning"
output: html_notebook
---

```{r}
library(tidyverse)
library(janitor)
library(here)
library(readxl)
library(lubridate)
library(stringr)
```

```{r}
bb_candy_2015 <- read_xlsx("data/raw_data/boing-boing-candy-2015.xlsx")
bb_candy_2016 <- read_xlsx("data/raw_data/boing-boing-candy-2016.xlsx")
bb_candy_2017 <- read_xlsx("data/raw_data/boing-boing-candy-2017.xlsx")
```

```{r}
source("data_cleaning_scripts/bb_candy_clean_2015.R")
```

```{r}
dim(bb_candy_2015)

pivot_2015_test <- bb_candy_2015 %>% 
  pivot_longer(cols = ("[Butterfinger]":"[York Peppermint Patties]"),
               names_to = "sweets",
               values_to = "enjoyment")

pivot_select_2015_test <- pivot_2015_test %>% 
  select(Timestamp, `How old are you?`, `Are you going actually going trick or treating yourself?`, sweets, enjoyment)
view(pivot_2015_test)
```
```{r}
pivot_select_group_2015 <- pivot_select_2015_test %>% 
  group_by(sweets) %>% 
  summarise(n())

?extract
```


Clean up bb_candy_2015
```{r}
bb_candy_2015_age_str_remove <- bb_candy_2015 %>% 
  mutate(`How old are you?` = str_remove(`How old are you?`, "\\..+"))

bb_candy_2015_age_numeric <- bb_candy_2015_age_str_remove %>% 
  mutate(`How old are you?` = as.numeric(`How old are you?`)) %>% 
  rename("age" = `How old are you?`,
         "going_trick_or_treating" = `Are you going actually going trick or treating yourself?`)

bb_candy_2015_clean_names <- bb_candy_2015_age_numeric %>% 
  clean_names()

bb_candy_2015_relocate_netto <- bb_candy_2015_clean_names %>% 
  relocate(necco_wafers, .after = pixy_stix)

bb_candy_2015_select <- bb_candy_2015_relocate_netto %>% 
  select(timestamp, age, going_trick_or_treating, butterfinger:york_peppermint_patties)

bb_candy_2015_order_cols <- bb_candy_2015_select %>% 
  select(timestamp, age, going_trick_or_treating, sort(colnames(.)))

bb_candy_2015_date <- bb_candy_2015_order_cols %>% 
  mutate(timestamp = 2015) %>% 
  rename("year" = "timestamp")

```


Clean up bb_candy_2016
```{r}
# Change column headers

bb_candy_2016_new_headers <- bb_candy_2016 %>% 
  rename("going_trick_or_treating" = `Are you going actually going trick or treating yourself?`,
         "gender" = `Your gender:`,
         "age" = `How old are you?`,
         "country" = `Which country do you live in?`,
         "state" = `Which state, province, county do you live in?`
  )

# Change age to as.numeric and remove decimal
bb_candy_2016_age_str_remove <- bb_candy_2016_new_headers %>% 
  mutate(age = str_remove(age, "\\..+")) %>% 
  mutate(age = as.numeric(age))

# Clean the column headers

bb_candy_2016_clean_names <- bb_candy_2016_age_str_remove %>% 
  clean_names()

bb_candy_2016_select <- bb_candy_2016_clean_names %>% 
  select(timestamp, going_trick_or_treating, gender, age, country, state, x100_grand_bar:york_peppermint_patties)

bb_candy_2016_order_cols <- bb_candy_2016_select %>% 
  select(timestamp, going_trick_or_treating, gender, age, country, state, sort(colnames(.)), -person_of_interest_season_3_dvd_box_set_not_including_disc_4_with_hilarious_outtakes)

bb_candy_2016_date <- bb_candy_2016_order_cols %>% 
  mutate(timestamp = 2016) %>% 
  rename("year" = "timestamp")

# create_id_2016 <- bb_candy_2016_date %>% 
#   rowid_to_column("id")

view(bb_candy_2016_date)

```

```{r}
bind_rows_test  <- bind_rows(bb_candy_2015_date, bb_candy_2016_date)
```

```{r}
bb_candy_2016_string_to_lower <- bb_candy_2016_date %>% 
  mutate(country = str_to_lower(country))

bb_candy_2016_str_replace_test <- bb_candy_2016_string_to_lower %>% 
  mutate(country = str_replace_all(country, "us", "usa"),
         country = str_replace_all(country, "usaa", "usa"),
         country = str_replace_all(country, "united states of america", "usa"),
         country = str_replace_all(country, "merica", "usa"),
         country = str_replace_all(country, "usa!", "usa"),
         country = str_replace_all(country, "u.s.", "usa"),
         country = str_replace_all(country, "usa usa usa", "usa"),
         country = str_replace_all(country, "united sates", "usa"),
         country = str_replace_all(country, "units states", "usa"),
         country = str_replace_all(country, "usa usa", "usa"),
         country = str_replace_all(country, "the yoo ess of aaayyyyyy", "usa"),
         country = str_replace_all(country, "murica", "usa"),
         country = str_replace_all(country, "the best one - usa", "usa"),
         country = str_replace_all(country, "trumpistan", "usa"),
         country = str_replace_all(country, "units state", "usa"),
         country = str_replace_all(country, "united states", "usa"),
         country = str_replace_all(country, "united state", "usa"),
         country = str_replace_all(country, "united stetes", "usa"),
         country = str_replace_all(country, "usa!!!!!", "usa"),
         country = str_replace_all(country, "usaa.", "usa"),
         country = str_replace_all(country, "usasa", "usa"),
         country = str_replace_all(country, "usa \\((i think but it's an election year so who can really tell\\))", "usa"),
         country = str_replace_all(country, "cascadia", "usa"),
         country = str_replace_all(country, "NANA\\..+NA", "usa"),
         country = str_replace_all(country, "the republic of cascadia", "usa"),
         country = str_replace_all(country, "[0-9]", "NA"),
         country = str_replace_all(country, "united kingdom", "uk"),
         country = str_replace_all(country, "united kindon", "uk"),
         country = str_replace_all(country, "united kingdon", "uk"),
         country = str_replace_all(country, "united kindom", "uk"),
         country = str_replace_all(country, "england", "uk")
         )


bb_candy_2016_country_count_test <- bb_candy_2016_str_replace_test %>%
  distinct(country) %>% 
  summarise(n())
bb_candy_2016_country_count_test

distinct_country_remove <- bb_candy_2016_str_replace_test %>% 
  distinct(country)
view(distinct_country_remove)
```



Clean up bb_candy_2017
```{r}
bb_candy_2017_clean_names <- bb_candy_2017 %>% 
  clean_names()
  

bb_candy_2017_clean_test13 <- bb_candy_2017_clean_names %>% 
  names() %>% 
  str_remove("q[0-9]+_")

names(bb_candy_2017_clean_names) <- bb_candy_2017_clean_test13

bb_candy_2017_age_numeric <- bb_candy_2017_clean_names %>% 
  mutate(age = round(as.numeric(age)))

bb_candy_2017_rename <- bb_candy_2017_age_numeric %>% 
  rename("state" = state_province_county_etc,
         "x100_grand_bar" = "100_grand_bar",
         "going_trick_or_treating" = going_out)

bb_candy_2017_select <- bb_candy_2017_rename %>% 
  cbind("year") %>%
  clean_names() %>% 
  mutate(year = as.numeric(year),
         year = 2017)

bb_candy_2017_add_year <- bb_candy_2017_select %>% 
  relocate(year, .after = internal_id)

bb_candy_2017_select <- bb_candy_2017_add_year %>% 
  select(year, going_trick_or_treating, gender, age, country, state, x100_grand_bar:york_peppermint_patties, -real_housewives_of_orange_county_season_9_blue_ray)
```

# Clean countries test
```{r}
bb_candy_2017_str_to_lower <- bb_candy_2017_select %>% 
  mutate(country = str_to_lower(country))

bb_candy_2017_str_replace_test7 <- bb_candy_2017_str_to_lower %>% 
  mutate(change_to_na = str_detect(country, "[0-9]"), .after = country) %>%  
  mutate(country = ifelse(change_to_na, NA, country))


bb_candy_2017_str_replace_test_usa <- bb_candy_2017_str_replace_test7 %>% 
  mutate(country = str_remove_all(country, "[:punct:]"),
         country = str_replace_all(country, ".*usa.*", "usa"),
         country = str_replace_all(country, "united s.*", "usa"),
         country = str_replace_all(country, "unites.*", "usa"),
         country = str_replace_all(country, "unied states", "usa"),
         country = str_replace_all(country, "unite states", "usa"),
         country = str_replace_all(country, ".merica", "usa"),
         country = str_replace_all(country, ".*usa", "usa"),
         country = str_replace_all(country, "u s.*", "usa"),
         country = str_replace_all(country, "^us$", "usa"),
  

         country = str_replace_all(country, "unhinged states", "usa"),
         country = str_replace_all(country, "ahemamerca", "usa"),
         country = str_replace_all(country, "u s a", "usa"),
         country = str_replace_all(country, ".usa", "usa"),
         country = str_replace_all(country, "murica", "usa"),
         
         country = str_replace_all(country, "new york", "usa"),
         country = str_replace_all(country, "new jersey", "usa"),
         country = str_replace_all(country, "california", "usa"),
         country = str_replace_all(country, "north carolina", "usa"),
         country = str_replace_all(country, "pittsburgh", "usa"),
         country = str_replace_all(country, "murrika", "usa"),
         country = str_replace_all(country, "murica", "usa"),
         country = str_replace_all(country, "nusa", "usa"),
         country = str_replace_all(country, "alaska", "usa"),
         country = str_replace_all(country, "trumpistan", "usa"),
         country = str_replace_all(country, "merica", "usa")
  )


bb_candy_2017_str_replace_test_canada2 <- bb_candy_2017_str_replace_test_usa %>% 
    mutate(country = str_replace_all(country, "canada`", "canada"),
           country = str_replace_all(country, "can.*", "canada"),
           country = str_replace_all(country, "soviet canuckistan", "canada"),
           country = str_replace_all(country, "soviet canada", "canada"))

bb_candy_2017_str_replace_uk <- bb_candy_2017_str_replace_test_canada2 %>%
    mutate(country = str_replace_all(country, "united kingdom", "uk"),
           country = str_replace_all(country, "scotland", "uk"),
           country = str_replace_all(country, "england", "uk")
           )

bb_candy_2017_str_to_lower_new <- bb_candy_2017_str_replace_uk %>% 
  group_by(country) %>% 
  distinct() %>% 
  summarise(n())


bb_candy_2017_str_to_lower_og1 <- bb_candy_2017_str_to_lower %>% 
  group_by(country) %>% 
  distinct() %>% 
  summarise(n())

view(bb_candy_2017_str_to_lower_new)
view(bb_candy_2017_str_to_lower_og1)

```

```{r}
  
view(bb_candy_2017_distinct_country)
```



